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Tail

  latitude housing_median_age households tgt_enc_sim_impt_x0 bedrooms_per_room median_income population_per_household population rooms_per_household median_house_value
16507 33.030000 14.000000 1001.000000 240830.511612 0.184696 5.090000 2.023976 2026.000000 6.658342 268500.000000
16508 38.510000 15.000000 1418.000000 125320.566515 0.179977 2.813900 3.363188 4766.676488 5.571932 90400.000000
16509 38.440000 48.000000 172.000000 240830.511612 0.234795 3.179700 2.662791 458.000000 4.110465 140400.000000
16510 38.310000 14.000000 501.000000 240830.511612 0.183835 4.196400 2.411178 1208.000000 6.297405 258100.000000
16511 39.970000 27.000000 197.000000 125320.566515 0.205746 3.131900 3.172589 625.000000 5.477157 62700.000000

Pre Processing

Pre Processing - Imputations

Pre Processing - Imputations - Missing

No missing values in data

Pre Processing - Imputations - Infinitys

No Infinity values

Health Analysis

Health Plot

Missing Plot

Missing Value Summary

No Missing Values

Duplicate Columns

No duplicate variables

Outliers In Features

  N < (mean-3*std) > (mean+3*std) < (1stQ - 1.5 * IQR) > (3rdQ + 1.5 * IQR) -inf +inf
Feature              
households 16512 0 453 0 983 0 0
bedrooms_per_room 16512 0 293 0 481 0 0
median_income 16512 0 324 0 553 0 0
population_per_household 16512 0 72 6 577 0 0
population 16512 0 426 0 962 0 0
rooms_per_household 16512 0 198 33 380 0 0
median_house_value 16512 0 0 0 882 0 0

Feature Analysis

Summary Stats

Summary Stats - Numeric Variables

  Variable Name Datatype No of Unique Samples Mean Standard Deviation Min 25th percentile Median 75th percentile Max
0 bedrooms_per_room float64 15255 [0.20578363026077975, 0.16071428571428573, 0.1915945611866502, 0.2765050612679808, 0.18269230769230768] 0.211454 0.051156 0.100000 0.175576 0.203027 0.239304 0.367781
1 households float64 1332 [706.0, 768.0, 300.0, 483.0, 580.0] 481.483858 302.416959 2.000000 279.000000 408.000000 602.000000 1434.669911
2 housing_median_age float64 52 [29.0, 7.0, 44.0, 24.0, 27.0] 28.653404 12.574819 1.000000 18.000000 29.000000 37.000000 52.000000
3 latitude float64 839 [38.52, 33.09, 35.37, 32.75, 34.28] 35.639314 2.137963 32.540000 33.940000 34.260000 37.720000 41.950000
4 median_house_value float64 3669 [72100.0, 279600.0, 82700.0, 112500.0, 238300.0] 207005.322372 115701.297250 14999.000000 119800.000000 179500.000000 263900.000000 500001.000000
5 median_income float64 10623 [2.1736, 6.3373, 2.875, 2.2264, 4.4964] 3.832741 1.736310 0.499900 2.566950 3.541550 4.745325 9.129628
6 population float64 3218 [2237.0, 2015.0, 667.0, 898.0, 1837.0] 1372.782375 870.582961 3.000000 784.000000 1164.000000 1719.000000 4135.430937
7 population_per_household float64 15183 [3.168555240793201, 2.6236979166666665, 2.223333333333333, 1.8592132505175984, 3.1672413793103447] 2.921254 0.756299 0.692308 2.431352 2.817661 3.281420 6.236383
8 rooms_per_household float64 15478 [5.485835694050992, 6.927083333333333, 5.3933333333333335, 3.886128364389234, 6.096551724137931] 5.325324 1.306796 1.130435 4.442168 5.232342 6.056361 9.670995
9 tgt_enc_sim_impt_x0 float64 5 [125320.56651463322, 248359.49576271186, 240830.511611928, 258740.47644829453, 312346.97258676914] 207000.628449 56138.121852 125320.566515 125320.566515 240830.511612 240830.511612 312346.972587

Summary Stats - Non Numeric Variables

No categorical columns

Distributions

Distributions - Numeric Variables

Distributions - Numeric Variables - Bedrooms Per Room

Distributions - Numeric Variables - Households

Distributions - Numeric Variables - Housing Median Age

Distributions - Numeric Variables - Latitude

Distributions - Numeric Variables - Median House Value

Distributions - Numeric Variables - Median Income

Distributions - Numeric Variables - Population

Distributions - Numeric Variables - Population Per Household

Distributions - Numeric Variables - Rooms Per Household

Distributions - Numeric Variables - Tgt Enc Sim Impt X0

Distributions - Non Numeric Variables

No categorical variables in data.

Feature Normality

Feature Interactions

Correlation Table

  Variable 1 Variable 2 Corr Coef Abs Corr Coef
0 median_income median_house_value 0.694099 0.694099
1 median_house_value median_income 0.694099 0.694099
2 tgt_enc_sim_impt_x0 median_house_value 0.485275 0.485275
3 median_house_value tgt_enc_sim_impt_x0 0.485275 0.485275
4 median_house_value rooms_per_household 0.301505 0.301505
5 rooms_per_household median_house_value 0.301505 0.301505
6 bedrooms_per_room median_house_value -0.290257 0.290257
7 median_house_value bedrooms_per_room -0.290257 0.290257
8 median_house_value population_per_household -0.268658 0.268658
9 population_per_household median_house_value -0.268658 0.268658
10 median_house_value latitude -0.142673 0.142673
11 latitude median_house_value -0.142673 0.142673
12 median_house_value housing_median_age 0.114146 0.114146
13 housing_median_age median_house_value 0.114146 0.114146
14 households median_house_value 0.073120 0.073120
15 median_house_value households 0.073120 0.073120
16 median_house_value population -0.032933 0.032933
17 population median_house_value -0.032933 0.032933

Correlation Heatmap

Covariance Heatmap

Bivariate Plots (top 50 Correlations)

Bivariate Plots (top 50 Correlations) - Population Vs Households

Bivariate Plots (top 50 Correlations) - Median Income Vs Median House Value

Bivariate Plots (top 50 Correlations) - Rooms Per Household Vs Median Income

Bivariate Plots (top 50 Correlations) - Tgt Enc Sim Impt X0 Vs Median House Value

Bivariate Plots (top 50 Correlations) - Rooms Per Household Vs Median House Value

Bivariate Plots (top 50 Correlations) - Tgt Enc Sim Impt X0 Vs Housing Median Age

Bivariate Plots (top 50 Correlations) - Tgt Enc Sim Impt X0 Vs Median Income

Bivariate Plots (top 50 Correlations) - Population Per Household Vs Population

Bivariate Plots (top 50 Correlations) - Housing Median Age Vs Bedrooms Per Room

Bivariate Plots (top 50 Correlations) - Rooms Per Household Vs Latitude

Bivariate Plots (top 50 Correlations) - Tgt Enc Sim Impt X0 Vs Bedrooms Per Room

Bivariate Plots (top 50 Correlations) - Median House Value Vs Housing Median Age

Bivariate Plots (top 50 Correlations) - Households Vs Bedrooms Per Room

Bivariate Plots (top 50 Correlations) - Median House Value Vs Households

Bivariate Plots (top 50 Correlations) - Population Vs Bedrooms Per Room

Bivariate Plots (top 50 Correlations) - Tgt Enc Sim Impt X0 Vs Households

Bivariate Plots (top 50 Correlations) - Tgt Enc Sim Impt X0 Vs Population

Bivariate Plots (top 50 Correlations) - Median Income Vs Households

Bivariate Plots (top 50 Correlations) - Population Per Household Vs Bedrooms Per Room

Bivariate Plots (top 50 Correlations) - Latitude Vs Housing Median Age

Bivariate Plots (top 50 Correlations) - Population Vs Median Income

Bivariate Plots (top 50 Correlations) - Population Per Household Vs Housing Median Age

Bivariate Plots (top 50 Correlations) - Tgt Enc Sim Impt X0 Vs Population Per Household

Bivariate Plots (top 50 Correlations) - Population Vs Median House Value

Bivariate Plots (top 50 Correlations) - Rooms Per Household Vs Population Per Household

Bivariate Plots (top 50 Correlations) - Population Per Household Vs Median Income

Bivariate Plots (top 50 Correlations) - Median Income Vs Latitude

Bivariate Plots (top 50 Correlations) - Latitude Vs Households

Bivariate Plots (top 50 Correlations) - Rooms Per Household Vs Population

Bivariate Plots (top 50 Correlations) - Rooms Per Household Vs Households

Bivariate Plots (top 50 Correlations) - Latitude Vs Bedrooms Per Room

Bivariate Plots (top 50 Correlations) - Median Income Vs Housing Median Age

Bivariate Plots (top 50 Correlations) - Population Vs Latitude

Bivariate Plots (top 50 Correlations) - Median House Value Vs Latitude

Bivariate Plots (top 50 Correlations) - Population Per Household Vs Households

Bivariate Plots (top 50 Correlations) - Population Per Household Vs Latitude

Bivariate Plots (top 50 Correlations) - Tgt Enc Sim Impt X0 Vs Rooms Per Household

Bivariate Plots (top 50 Correlations) - Rooms Per Household Vs Housing Median Age

Bivariate Plots (top 50 Correlations) - Population Per Household Vs Median House Value

Bivariate Plots (top 50 Correlations) - Median House Value Vs Bedrooms Per Room

Bivariate Plots (top 50 Correlations) - Tgt Enc Sim Impt X0 Vs Latitude

Bivariate Plots (top 50 Correlations) - Population Vs Housing Median Age

Bivariate Plots (top 50 Correlations) - Housing Median Age Vs Households

Bivariate Plots (top 50 Correlations) - Median Income Vs Bedrooms Per Room

Bivariate Plots (top 50 Correlations) - Rooms Per Household Vs Bedrooms Per Room

Key Drivers

Median House Value

Median House Value - Feature Scores - Feature Correlation

Median House Value - Feature Importances - From Model

Median House Value - Pca Analysis

Median House Value - Pca Analysis - Pca Projection

Median House Value - Pca Analysis - Correlation With Dimension 2 (y)

Median House Value - Pca Analysis - Correlation With Dimension 1 (x)

Median House Value - Bivariate Plots

Median House Value - Bivariate Plots - Latitude

Median House Value - Bivariate Plots - Housing Median Age

Median House Value - Bivariate Plots - Households

Median House Value - Bivariate Plots - Tgt Enc Sim Impt X0

Median House Value - Bivariate Plots - Bedrooms Per Room

Median House Value - Bivariate Plots - Median Income

Median House Value - Bivariate Plots - Population Per Household

Median House Value - Bivariate Plots - Population

Median House Value - Bivariate Plots - Rooms Per Household